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Pencocokan Tepat yang Dikasar untuk Efek Perlakuan Heterogen×Penyeimbangan Entropi×
BidangInferensi KausalInferensi Kausal
KeluargaRegression modelRegression model
Tahun asal2012-20132012
PencetusIacus, King & Porro (CEM foundation, 2012); subgroup HTE extensions by Imai & colleaguesJens Hainmueller
TipeMatching-based causal inference with subgroup CATE estimationCovariate-balancing reweighting
Sumber perintisIacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. DOI ↗Hainmueller, J. (2012). Entropy balancing for causal effects: A multivariate reweighting method to produce balanced samples in observational studies. Political Analysis, 20(1), 25-46. DOI ↗
AliasHTE-CEM, CEM with CATE estimation, subgroup CEM, coarsened exact matching with effect heterogeneityEB, entropy reweighting, covariate balancing via entropy, Hainmueller balancing
Terkait56
RingkasanHeterogeneous treatment effect coarsened exact matching (HTE-CEM) extends the coarsened exact matching framework to estimate how treatment effects vary across subgroups or individual characteristics. After CEM creates balanced strata by coarsening continuous covariates into bins and exactly matching units within each bin, conditional average treatment effects (CATEs) are computed within or across these strata, revealing where treatment works, for whom, and by how much.Entropy balancing is a preprocessing method for causal inference that assigns weights to control-group units so that the reweighted control sample matches the treatment group exactly on a chosen set of covariate moments (means, variances, skewness). Introduced by Hainmueller (2012), it replaces trial-and-error propensity-score trimming with a constrained maximum-entropy optimisation that achieves balance in a single step.
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ScholarGateBandingkan metode: Heterogeneous Treatment Effect Coarsened Exact Matching · Entropy Balancing. Diakses 2026-06-19 dari https://scholargate.app/id/compare